Bibliographic record
Abstract
Juha the Whale is a short coming-of-age fiction film that explores the isolation a refugee mother and her young daughter face as they await the status of their claimant hearing in Toronto, Canada. \n \nNajah (45) and her daughter Noor (8), spend the days leading up to their hearing in cramped refugee housing, awaiting the verdict, which will determine whether they can remain in Canada or be deported back to war-torn Syria. The story is told through fragmented scenes, conveying a lost sense of time as the hours blend together. Striking visuals capture the alienation of their cramped apartment, while fleeting snapshots of bustling city life from their small bedroom window emphasize their isolation. This domestic reality is juxtaposed with Noors disjointed auditory memories of her father as she struggles to mentally cope with war-related trauma. Through these creative elements, Juha the Whale seeks to authentically portray the complex and desperate experiences of a broken family caught between hope and despair.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".